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✨ feat(hetero-agent): support Monitor-style signal callbacks in AssistantGroup#14859

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✨ feat(hetero-agent): support Monitor-style signal callbacks in AssistantGroup#14859
arvinxx merged 6 commits into
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feat/signal-callbacks-phase1

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@arvinxx arvinxx commented May 16, 2026

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πŸ’» Change Type

  • ✨ feat
  • πŸ› fix

πŸ”— Related Issue

Fixes LOBE-8998
Related to LOBE-8993, LOBE-7365

πŸ”€ Description of Change

Phase 1 of LOBE-8998 β€” introduce a first-class concept for external signals that drive reactive LLM turns (canonical case: CC's Monitor tool pushing stdout line by line, each push re-firing the model with no user turn in between). Without this, every Monitor reply renders as a separate top-level assistant bubble β€” see LOBE-8993 for the original UI breakage.

This PR also includes the fix from LOBE-8993 (PR #14839) as its foundation; if that PR merges first, git rebase will dedup automatically.

Architecture, top to bottom:

  1. Adapter (packages/heterogeneous-agents/src/adapters/claudeCode.ts) β€” ClaudeCodeAdapter now tracks tool-name + tool_result count per main-agent tool_use.id. A 2nd+ result on the same id is treated as a callback push; the next stream_start(newStep) carries an ExternalSignalContext peer field (tool-stdout, sourceToolCallId, sourceToolName, sequence). The pending signal survives across consecutive toolless steps so Monitor stdout sprays keep tagging; a fresh tool_use clears it (LLM back on main chain). Subagent inner tool_results are excluded.

  2. Event types (packages/heterogeneous-agents/src/types.ts) β€” new ExternalSignalContext interface + optional externalSignal field on StreamStartData. Future-extensible discriminator: 'tool-stdout' | 'tool-callback' (webhook / scheduled / agent-signal-source variants land here later).

  3. Executor (src/store/chat/slices/aiChat/actions/heterogeneousAgentExecutor.ts) β€” reads event.data.externalSignal on stream_start(newStep) and stamps it onto the created assistant message's metadata.signal. Also carries the LOBE-8993 lastToolMsgIdEver fix so toolless steps chain back to the originating tool, producing the fan-out structure the signal-callback collectors expect.

  4. Persistence (@lobechat/types MessageMetadata) β€” signal?: MessageSignal added to interface + Zod schema. Phase 2 (LOBE-8999) promotes to a dedicated `messages.signal` column.

  5. conversation-flow (packages/conversation-flow) β€” new `SignalCallbacksNode` variant of `ContextNode`. `MessageCollector` gains `collectSignalCallbacks` (idNode walk) and `collectFlatSignalCallbacks` (flat-messages walk); `collectAssistantChain` and `collectAssistantGroupMessages` skip signal-tagged toolless siblings when picking the main-chain follower. A defensive guard ignores the signal tag on tool-using assistants (the adapter clears `pendingExternalSignal` at `tool_use` time, but the `stream_start` tag fires one event earlier).

  6. FlatListBuilder β€” snapshots signal-callback groups onto the virtual `assistantGroup` message via a new `UISignalCallbacksBlock` field on `UIChatMessage`; marks callback messages as processed so they do NOT render as separate top-level bubbles.

  7. UI β€” new `` component (`src/features/Conversation/Messages/SignalCallbacks/`) β€” collapsible `Accordion` block, header shows `{{tool}} Β· {{count}} callback updates`, body is an inline timeline of each callback's content rendered via `Markdown`. `AssistantGroupMessage` renders one `` per source tool inside the group, between `` and the file/footer block.

  8. i18n β€” `signalCallbacks.{title,collapse,expand,empty}` in `src/locales/default/chat.ts`.

Out of scope (deferred to LOBE-8999): promoting `metadata.signal` to a dedicated `messages.signal` column, unifying source taxonomy with the `agent-signal` package, agent-signal policy/receipt wiring.

πŸ§ͺ How to Test

  • Tested locally
  • Added/updated tests
  • No tests needed

Targeted tests:

```bash
bunx vitest run --silent='passed-only' src/store/chat/slices/aiChat/actions/tests/heterogeneousAgentExecutor.test.ts
cd packages/heterogeneous-agents && bunx vitest run --silent='passed-only'
cd packages/conversation-flow && bunx vitest run --silent='passed-only'
```

suite tests
heterogeneous-agents 178 βœ“ (5 new adapter signal-detection tests)
conversation-flow 126 βœ“ (7 new MessageCollector + ContextTreeBuilder + FlatListBuilder signal tests)
executor (chat slice) 56 βœ“ (2 new `LOBE-8998 external signal (metadata.signal)` tests + the LOBE-8993 chain tests carried over)

`bun run type-check` clean for changed files (remaining errors are pre-existing canary issues β€” HtmlPreview / chatMarkdown).

Manual regression idea: replay topic `tpc_rwjDLWdz2Cvb`'s original stream-json against the desktop app β€” expect Monitor stdout pushes to collapse into one expandable `Monitor Β· N callback updates` block inside the AssistantGroup instead of N separate bubbles.

πŸ“Έ Screenshots / Videos

To capture after merge β€” see test plan above for the topic to replay.

πŸ“ Additional Information

  • Naming convention: event peer field is `externalSignal` (TS type `ExternalSignalContext`); DB persisted form is `metadata.signal` (TS type `MessageSignal`); flat-list virtual-message snapshot is `UISignalCallbacksBlock`; ContextTree variant is `SignalCallbacksNode` (discriminator `'signalCallbacks'`).
  • Tracker design rationale lives in LOBE-8998. Migration path to LOBE-8999 (promote to column + unify with `packages/agent-signal` source taxonomy) documented at the same issue.

πŸ€– Generated with Claude Code

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@dosubot dosubot Bot added size:XL This PR changes 500-999 lines, ignoring generated files. feature:agent Assistant/Agent configuration and behavior feature:tool Tool calling and function execution labels May 16, 2026
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Codecov Report

❌ Patch coverage is 82.07547% with 38 lines in your changes missing coverage. Please review.
βœ… Project coverage is 65.94%. Comparing base (f94e4f4) to head (b5cdb4a).
⚠️ Report is 1 commits behind head on canary.

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@@             Coverage Diff             @@
##           canary   #14859       +/-   ##
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const nextMsg = this.messageMap.get(nextChild.id);
if (nextMsg?.role !== 'assistant') continue;
if (nextMsg.agentId !== agentId) continue;
if (getMessageSignal(nextMsg)) continue; // skip signal callbacks

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P2 Badge Skip signal callbacks when locating the group tail

When a Monitor callback is followed by a real main-chain assistant under the same tool, this new skip makes collectAssistantGroupMessages follow the right assistant, but findNextAfterTools() still delegates to findLastNodeInAssistantGroup(), which blindly takes toolNode.children[0] without the same signal check. In the common order [signal callback, next tool-using assistant], the context-tree tail becomes the callback node, so transformToLinear stops or continues from the wrong place and can omit follow-up messages after the actual last assistant group; mirror this signal skip in the tail finder as well.

Useful? React with πŸ‘Β / πŸ‘Ž.

@dosubot dosubot Bot added size:XXL This PR changes 1000+ lines, ignoring generated files. and removed size:XL This PR changes 500-999 lines, ignoring generated files. labels May 16, 2026
arvinxx and others added 5 commits May 16, 2026 19:30
… reader-side SignalCallbacksNode

LOBE-8998 Phase 1 β€” data-layer work. Adapter detects repeated tool_results
on the same tool_use.id (Monitor stdout pushes etc.) and tags the next
stream_start(newStep) with an externalSignal peer field. Executor stamps
metadata.signal on the new assistant message. conversation-flow
MessageCollector / ContextTreeBuilder collect signal-tagged toolless
assistants into a SignalCallbacksNode appended inside AssistantGroup
children. UI rendering deferred to a follow-up commit.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
… steps

LOBE-8993: when a CC step produced only text (e.g. Monitor stdout drove
Claude to reply without invoking a tool), the next step's parentId fell
back to the previous assistant. MessageCollector only walks the
assistant β†’ tool β†’ assistant zigzag, so each Monitor stdout line split
into its own bubble.

Carry the most recent tool result_msg_id across step boundaries via a
`lastToolMsgIdEver` tracker so toolless middle steps still chain back to
the originating tool result.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
…or Monitor-style callbacks

Adds the UI layer of LOBE-8998. FlatListBuilder snapshots signal-callback
groups onto the virtual AssistantGroup message via UISignalCallbacksBlock
(new typed field on UIChatMessage) and marks each callback message
processed so it does NOT render as a separate top-level bubble.
AssistantGroup reads the field and renders a collapsible
<SignalCallbacks> component under the main Group content, one block per
source tool.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
…le instead of repeat tool_result

The previous detection model (count repeat tool_result per tool_use.id) was
based on a wrong assumption β€” Monitor's stdout pushes are NOT delivered as
additional tool_result events for the same tool_use.id. Verified against a
real `claude -p` trace: Monitor emits ONE tool_result (the initial "Monitor
started" ack), then each subsequent stdout line triggers a `system init` +
new `message_start` cycle within the same CLI process. The actual lifecycle
signal is `system task_started` (long-running tool registers) followed by
`system task_notification` (terminal).

New detection: a `message_start` that opens a new turn WITHOUT a preceding
`user` event, while at least one task is active, is a signal callback.
`task_started` records `{task_id β†’ tool_use_id}`; `task_notification` drops it.
Verified against the recorded CC trace: 5/5 reactive turns get tagged with
correct sequence and source tool, the natural confirmation turn and the
post-task summary turn are correctly excluded.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
…ated Monitor inspector (LOBE-8998)

The post-task summary turn (fired after `system task_notification` ends
a long-running tool) was spawning its own AssistantGroup because the
collector only followed the first non-signal toolless sibling under a
tool_result β€” it never saw the summary that came after the
SignalCallbacks. Adapter now stamps `signal.type = 'task-completion'`
on the summary turn so the collector keeps it inside the same group,
rendered AFTER the SignalCallbacks accordion (initial reply β†’ callbacks
β†’ summary, in creation order).

Also adds a dedicated `MonitorInspector` (lucide `Monitor` icon, chip
shows description / command, trailing timeout label) so the Monitor
tool call line stops falling back to the generic `claude-code > Monitor`
display, and tightens the Flexbox spacing around SignalCallbacks +
taskCompletions inside the AssistantGroup so the three sections read
as one connected reply rather than disconnected blocks.

Adapter: arm `pendingTaskCompletion` on `task_notification` (last-task-
wins), consume it on the next natural `message_start`, clear on `result`
so it never leaks across LLM runs.

Tests: adapter (74) + executor (56) + conversation-flow (126) all green.
Verified end-to-end in Electron with a 5-tick Monitor run β€” single
AssistantGroup with the natural narrative inside.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
@arvinxx arvinxx changed the title ✨ feat(hetero-agent): Monitor-style signal callbacks in AssistantGroup (LOBE-8998 Phase 1) ✨ feat(hetero-agent): support Monitor-style signal callbacks in AssistantGroup May 16, 2026
…up tail

`findLastNodeInAssistantGroup` blindly took `toolNode.children[0]` when
walking past a tool, so for the common `[signal callback, next tool-using
assistant]` order the tail landed on the callback (a leaf) and
`findNextAfterTools` returned null β€” truncating the AssistantGroup and
omitting follow-up messages after the real last assistant. Mirror the
signal-skip already used in `collectAssistantGroupMessages` (LOBE-8998).
@arvinxx arvinxx force-pushed the feat/signal-callbacks-phase1 branch from ff4f2cf to b5cdb4a Compare May 16, 2026 11:34
@arvinxx arvinxx merged commit fbc42b7 into canary May 16, 2026
33 of 34 checks passed
@arvinxx arvinxx deleted the feat/signal-callbacks-phase1 branch May 16, 2026 11:40
arvinxx added a commit that referenced this pull request May 18, 2026
# πŸš€ LobeHub Release (20260518)

**Release Date:** May 18, 2026  
**Since v2.1.58:** 208 merged PRs Β· 209 commits Β· 16 contributors

> v2.2.0 introduces the **Chief Agent Operator** β€” an agent that runs
itself end-to-end. It self-iterates against its own output, assembles
sub-agent teams on demand through the heterogeneous runtime, and drives
a unified task system that knows when to pause for a human. Self-review,
AssistantGroup, and tasks/scheduling all converge into one operator
surface.

---

## ✨ Highlights

### 🎩 Chief Agent Operator

- **Self-iteration exits Lab** β€” Agent Signal's self-review pipeline
ships proposal actions straight into briefs and auto-executes the
approved follow-ups, with prompts hardened against eval. The operator
now critiques and re-runs its own work without a human in the loop.
(#14769, #14583, #14647, #14882)
- **Auto-formed agent teams** β€” Heterogeneous AssistantGroup gains
Monitor-style signal callbacks, read-only SubAgent threads with
breadcrumb headers, and a thread switcher. The operator dispatches
sub-agents and you can step into any branch to see what the team is
doing. (#14859, #14658, #14845, #14715)
- **Task system as the operator's runway** β€” Claude Code surfaces task
tools, AskUserQuestion freeform notes, and a dedicated `waitingForHuman`
topic status; `lobe-task` exposes `setTaskSchedule`; the scheduler is
hardened (maxExecutions cap, sub-10min heartbeat block, race-free
SchedulerForm). Long-running operator runs no longer go silent and stop
themselves when human input is needed. (#14870, #14639, #14713, #14865,
#14853)

### πŸš€ Cloud & runtime

- **Cloud Claude Code V3** β€” Repo picker, GitHub token flow, and
sandbox-aware context bring cloud-hosted Claude Code to feature parity
with local; cloud sandbox completion now triggers the task lifecycle
end-to-end. (#14568, #14822, #14681)
- **Heterogeneous agent multi-replica safety** β€” Subagent threads,
ingest refresh, and parallel-tool counts now survive replica swaps
without losing parent_id or rolling back tool state. (#14897, #14631,
#14806, #14838)
- **Built-in tool lifecycle hooks** β€” `onBeforeCall` / `onAfterCall`
land on the built-in tool runtime; sub-agent dispatch moves to
`lobe-agent`; self-iteration aligns with the shared inspector pattern.
(#14719, #14715, #14827)
- **Knowledge base RAG unified** β€” Client and server share one
`KnowledgeBaseSearchService`; KB files preserved on `NoSuchKey` instead
of silently lost. (#14673, #14501)

### πŸ’¬ Workspace experience

- **Home daily brief + recommendations** β€” The home screen opens with a
linkable welcome, paired input hint, and a recommendations module
sourced from the operator's hetero action library. (#14589, #14645,
#14770)
- **Chat mode + redesigned action bar** β€” The chat input gains a
Chat/Agent mode toggle and a re-pitched action bar with icon-and-color
action tag chips. (#14774, #14903, #14846)
- **Documents tree, optimistic** β€” Document tree creates, deletes, and
inline renames now apply optimistically; the agent-documents index hides
web crawls and switches to a table layout. (#14714, #14292)
- **Branded MCP inspectors** β€” Linear MCP tool calls render with the
same branded inspector as the built-in Linear skill; CC MCP and built-in
skills now share inspector code. (#14864, #14884)
- **Bot identity gating** β€” Device tools are gated by sender identity,
the activator bypass is closed, and Slack mpim plus Discord DM
regressions are fixed. (#14634, #14664, #14733)

---

## πŸ—οΈ Core Agent & Signal Pipeline

### Self-iteration & Agent Signal

- Self-iteration graduates out of Lab, with service, tool, name, and
concept structure unified across `agent-signal`, `prompts`, `database`,
and `builtin-tool-self-iteration`. (#14699, #14769)
- Self-review now proposes actions to briefs and auto-executes the
approved set, with eval-verified prompt hardening. (#14583, #14657,
#14647)
- Self-iteration built-in tool aligns with the shared runtime +
inspector patterns. (#14827)
- Agent Signal prompts adapt their response language and avoid blocking
agent execution. (#14890, #14775, #14882)
- Receipt descriptions now carry an Agent Signal marker, and self-review
hinted skill documents route correctly. (#14764, #14895)

### Heterogeneous agent runtime

- Subagent threads render read-only with a breadcrumb header and thread
switcher; SUBAGENT badge dropped, indentation tightened. (#14658,
#14845, #14783)
- Multi-replica safety: ingest refresh restores tools/model from DB to
fix parent_id breaks; new-step assistants sync across replicas;
subagent-tagged events no longer leak into the main gateway handler.
(#14897, #14631, #14838)
- Fetch-triggering events are deferred to keep parallel tool counts from
rolling back. (#14806)
- AskUserQuestion is wired for Claude Code, with auto-decline disabled
and a freeform note input on the cloud side; `waitingForHuman` is a
first-class topic status. (#14639, #14629, #14870)
- AssistantGroup gains Monitor-style signal callbacks; project skills
surface in the working sidebar and markdown preview. (#14859, #14896)
- Cloud Claude Code V3 β€” repo picker, GitHub token, sandbox context;
credentials alert and disabled input when not configured. (#14568,
#14822)
- Cloud sandbox completion now triggers the task lifecycle end-to-end.
(#14681)

### Agent runtime & context engine

- Built-in tool runtime gets `onBeforeCall` / `onAfterCall` lifecycle
hooks. (#14719)
- `CompletionLifecycle`, `HumanInterventionHandler`, and
`stepPresentation` are extracted from the runtime monolith. (#14441)
- Per-tool timeout is honored end-to-end for client tool dispatch.
(#14817)
- Compression budget accounts for `tool_calls`, reasoning content, and
tool defs; `call_llm` forwards tools into the budget. (#14813, #14837)
- Pre-flight context check now fails fast for OpenAI-compatible
providers. (#14824)
- Malformed `tool_call` names are recovered instead of finishing the
step silently. (#14577)
- Sub-agent dispatch moves from `lobe-gtd` to `lobe-agent`. (#14715)
- Hidden built-in tools now appear in the system prompt @-mention list.
(#14823)

### Agent tracing & operations

- New `agent_operations` table and runtime persistence for every
hetero-agent operation. (#14416, #14736)
- `signOperationJwt` issues 4-hour signed operation tokens. (#14586)
- S3 trace snapshots are zstd-compressed; DB `trace_s3_key` aligns with
the `.json.zst` suffix; legacy `.json` fallback preserved on fetch.
(#14807, #14860, #14826)

---

## πŸ“± Platform & Integrations

### Bot / Channels

- Device tools are gated by sender identity. (#14634)
- Activator bypass closed and device-access checks converged. (#14664)
- Slack mpim supported; Discord DM regression fixed; Slack connect +
slash commands repaired. (#14733, #14591)
- Bot channels, bot watch, bot callback service, and system bot
reliability fixes. (#14847, #14796, #14570, #14784, #14649)
- Online Messager scaffolding. (#14755)

### Onboarding

- Home daily brief with linkable welcome and paired input hint. (#14589)
- Recommendations module sourced from the hetero agent action library.
(#14645)
- Chat onboarding passes request triggers via metadata and preserves the
resume request. (#14770, #14798)
- Discovery turn progress gated by phase, with a reminder on stalled
discovery. (#14842, #14833)
- FullNameStep back button rejoins the shared prefix; ModeSwitch hidden
in production. (#14898, #14760)
- Agent marketplace folds into the web onboarding tool. (#14578, #14672)
- Onboarding interests stored as keys instead of free text; early-exit
skips marketplace and drops CJK prompts. (#14624, #14598)

### Model providers

- Gemini 3.1 Flash-Lite cards; Gemini schema sanitizer drops
non-compliant `enum` / `required`; zero `cachedContentTokenCount`
handled in usage conversion. (#14604, #14740, #14567)
- DeepSeek-V4 model cards and pricing restored to official rates.
(#14110, #14911)
- ernie-5.1 and spark-x2-flash support; Grok 4.3 `reasoning_effort`
support. (#14643, #14731, #14642)
- SiliconCloud catalog synced with API; duplicates removed; reasoning
params adjusted. (#14464)
- Minimax derives `max_tokens` from context window to avoid
`ExceededContextWindow`. (#14814)
- aihubmix uses the full models endpoint for a complete list; stale
empty-apiKey test dropped. (#14511, #14669)
- Stream parse errors are enriched with provider + model context.
(#14636)
- Visual content parts are consumed in the server runtime; video image
references move to a JSON object. (#14637, #14900)
- Google function call magic `thoughtSignature` now attaches to every
part, not just the last turn. (#14904)
- Service model assignments settings added; model extend-param options
removed. (#14712, #14607)

### Built-in tools & knowledge base

- `lobe-task` exposes `setTaskSchedule`; task scheduler hardened
(maxExecutions cap, sub-10min heartbeat blocked, SchedulerForm race fix,
rapid automation-mode toggle stabilized). (#14713, #14865, #14853,
#14801)
- KnowledgeBaseSearchService shares RAG runtime across client and
server. (#14673)
- KB files preserved on `NoSuchKey` and orphan documents/tasks cleaned.
(#14501)
- Document tree gets optimistic create/delete + inline rename. (#14714)
- agent-documents index hides web crawls and switches to a table layout.
(#14292)
- `lobe-clarify` and SKILL.md frontmatter parsing/edit validation are
unified. (#14566)
- AnalyzeVisualMedia inspector + Portal HTML preview refactor; HTML
preview restored for AssistantGroup messages. (#14777, #14811)
- Branded inspector shared between CC MCP and built-in Linear skill.
(#14884, #14864)

---

## πŸ–₯️ CLI & User Experience

### Chat & Conversation

- Chat mode toggle and redesigned chat input action bar. (#14774)
- Action tag chips switch to icon + colored label; ActionDropdown closes
on sibling-open and focus-out; submenu uses native header/footer slots.
(#14903, #14802, #14901)
- Action bar padding equalized around the send button; skeleton shows in
action bar while config loads. (#14846, #14656)
- `useCmdEnterToSend` is respected in thread & task inputs; send button
enables after pasting into thread/comment input. (#14850, #14816)
- TopicChatDrawer state preserved during close animation. (#14803)
- Only the last assistant block animates during markdown streaming.
(#14906)
- Right working panel no longer auto-collapses on chat mount; home agent
config fetched so knowledge toggles reflect in UI. (#14883, #14834)

### Tasks

- Task scheduler, hotkey, comment, and TodoList polish. (#14707)
- Add Subtask button & card baseline aligned; activity card stop run;
task agent manager polish. (#14848, #14559, #14569)
- Task template skeleton CLS reduced; task page placeholder copy
refreshed. (#14788, #14704)
- Task agent model snapshotted into `task.config` at create time.
(#14670)
- User-feedback card, task card polish, and Run-now context menu in
markdown. (#14727)
- Inline skill auth in recommended task templates. (#14676)

### Navigation & Layout

- Tab bar gains a Chrome-style divider between inactive tabs. (#14892)
- SideBarDrawer & header layout polish; nav ActionIcon sizing unified;
TodoList encapsulation improved. (#14762, #14692)
- Desktop header icons, sidebar density, and task menus polished.
(#14724)
- Standardized header action icon sizes. (#14717)
- Chat topic title length increased; copy session ID added to topic
dropdown menu. (#14659, #14595)
- Heterogeneous agent topic rows regain indentation. (#14783)

### Other polish

- Usage token details shortened; tool execution time formatted as `Xmin
Ys`. (#14849, #14641)
- Tool arguments display gets word-wrap toggle; long tool-call params
wrap instead of truncate. (#14706, #14640)
- Editor stops showing per-line placeholder once content is present.
(#14852)
- Visible divider between queued messages; intervention confirmation bar
polished. (#14593, #14587)
- Credit top-up copy refreshed; auth captcha retry copy refreshed; brief
recommendations layout polished. (#14821, #14561, #14871)

---

## πŸ”§ Tooling & Developer Experience

- Dev-only feature flag override panel. (#14565)
- `__DEV__` define replaces `process.env.NODE_ENV` in the SPA. (#14696)
- Agent-settings drops Meta/Documents tabs and restores `inputTemplate`.
(#14874)
- `local-system` forwards all `grepContent` params and moves the
executor to `/client`. (#14888)
- `lobe-task` and `setTaskSchedule` exposed. (#14713)
- Memory user-memory benchmark agent config and source-id extraction
schemas. (#14779, #14778)
- CLI man page drops stale cron entry; `clearMessages` hotkey removed.
(#14709, #14906)
- Skill docs simplified; cloud heteroContext gains sandbox TTL +
public-repo fork push guide. (#14785, #14761)

---

## πŸ”’ Security & Reliability

- **Security:** Sensitive comments and examples sanitized from the
production JS bundle. (#14557)
- **Security:** Inactive OIDC access rejected. (#14674)
- **Security:** CASC `new Function()` template replaced with safe string
builders. (#14751)
- **Security:** Sign-in captcha flow removed in favor of safer flow.
(#14573)
- **Security:** Desktop local file previews restricted to safe roots.
(#14789)
- **Security:** Image binary capped at 3.75 MB so base64 payload stays
under the Anthropic 5 MB limit. (#14711)
- **Reliability:** Neon/Node pools get error listeners to prevent Lambda
crashes. (#14606)
- **Reliability:** `paradedb.match(...)` replaces hardcoded normalizer
in memory search. (#14590)
- **Reliability:** `PlaceholderVariablesProcessor` errors carry
diagnostic context. (#14741)
- **Reliability:** File storage upload checks are serialized; multiple
account link bug fixed. (#14829, #14562)
- **Reliability:** `ScrollShadow` replaced with `ScrollArea` to fix a
React infinite render loop (error code 185). (#14689)
- **Reliability:** Embedding token cap enforced β€” long memory queries
are limited and truncated before search. (#14757)
- **Reliability:** Embed binary blob guard + oversized output cap in
`local-system.readFile`. (#14602)
- **Reliability:** Windows npm CLI shims resolved before spawning
agents. (#14772, #14720)
- **Reliability:** Vite pinned to 8.0.12 to avoid the rolldown 1.0.1
preload regression; desktop runtime externals split from native deps.
(#14804, #14776)
- **Reliability:** Old lobehub cron job removed; WeChat URL rules
dropped from web crawler. (#14630, #14633)

---

## πŸ‘₯ Contributors

Huge thanks to **16 contributors** who shipped **208 merged PRs** this
cycle.

@hezhijie0327 Β· @sxjeru Β· @hardy-one Β· @Bianzinan Β· @brone1323 Β· @YuSaZh
Β· @Wxh16144 Β· @arvinxx Β· @Innei Β· @tjx666 Β· @neko Β· @lijian Β· @rdmclin2
Β· @sudongyuer Β· @AmAzing129 Β· @rivertwilight

Plus @lobehubbot for maintenance translations.

---

**Full Changelog**:
v2.1.58...v2.2.0
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